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Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications

Publication ,  Conference
Dey, TK; Kim, W; Mémoli, F
Published in: Leibniz International Proceedings in Informatics, Lipics
June 1, 2022

The notion of generalized rank invariant in the context of multiparameter persistence has become an important ingredient for defining interesting homological structures such as generalized persistence diagrams. Naturally, computing these rank invariants efficiently is a prelude to computing any of these derived structures efficiently. We show that the generalized rank over a finite interval I of a Z2-indexed persistence module M is equal to the generalized rank of the zigzag module that is induced on a certain path in I tracing mostly its boundary. Hence, we can compute the generalized rank over I by computing the barcode of the zigzag module obtained by restricting the bifiltration inducing M to that path. If the bifiltration and I have at most t simplices and points respectively, this computation takes O(t?) time where ? ? [2,2.373) is the exponent of matrix multiplication. Among others, we apply this result to obtain an improved algorithm for the following problem. Given a bifiltration inducing a module M, determine whether M is interval decomposable and, if so, compute all intervals supporting its summands.

Published In

Leibniz International Proceedings in Informatics, Lipics

DOI

ISSN

1868-8969

ISBN

9783959772273

Publication Date

June 1, 2022

Volume

224
 

Citation

APA
Chicago
ICMJE
MLA
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Dey, T. K., Kim, W., & Mémoli, F. (2022). Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications. In Leibniz International Proceedings in Informatics, Lipics (Vol. 224). https://doi.org/10.4230/LIPIcs.SoCG.2022.34
Dey, T. K., W. Kim, and F. Mémoli. “Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications.” In Leibniz International Proceedings in Informatics, Lipics, Vol. 224, 2022. https://doi.org/10.4230/LIPIcs.SoCG.2022.34.
Dey TK, Kim W, Mémoli F. Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications. In: Leibniz International Proceedings in Informatics, Lipics. 2022.
Dey, T. K., et al. “Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications.” Leibniz International Proceedings in Informatics, Lipics, vol. 224, 2022. Scopus, doi:10.4230/LIPIcs.SoCG.2022.34.
Dey TK, Kim W, Mémoli F. Computing Generalized Rank Invariant for 2-Parameter Persistence Modules via Zigzag Persistence and Its Applications. Leibniz International Proceedings in Informatics, Lipics. 2022.

Published In

Leibniz International Proceedings in Informatics, Lipics

DOI

ISSN

1868-8969

ISBN

9783959772273

Publication Date

June 1, 2022

Volume

224